@article{bollen2011twitter,
	author    = {Johan Bollen and
	{\relax Huina Mao} and
	{\relax Xiao{-}Jun Zeng}},
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	doi       = {10.1016/j.jocs.2010.12.007},
	timestamp = {Wed, 14 Nov 2018 10:27:08 +0100},
	biburl    = {https://dblp.org/rec/bib/journals/jocs/BollenMZ11},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ding2015deep,
	author    = {{\relax Xiao Ding} and
	{\relax Yue Zhang} and
	{\relax Ting Liu} and
	{\relax Junwen Duan}},
	title     = {Deep Learning for Event-Driven Stock Prediction},
	booktitle = {Proceedings of the Twenty-Fourth International Joint Conference on
	Artificial Intelligence, {IJCAI} 2015, Buenos Aires, Argentina, July
	25-31, 2015},
	pages     = {2327--2333},
	year      = {2015},
	url       = {http://ijcai.org/Abstract/15/329},
	timestamp = {Fri, 26 Apr 2019 14:26:43 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/ijcai/DingZLD15},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ding2014using,
	author    = {{\relax Xiao Ding} and
	{\relax Yue Zhang} and
	{\relax Ting Liu} and
	{\relax Junwen Duan}},
	title     = {Using Structured Events to Predict Stock Price Movement: An Empirical
	Investigation},
	booktitle = {Proceedings of the 2014 Conference on Empirical Methods in Natural
	Language Processing, {EMNLP} 2014, October 25-29, 2014, Doha, Qatar,
	{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
	pages     = {1415--1425},
	year      = {2014},
	url       = {http://aclweb.org/anthology/D/D14/D14-1148.pdf},
	timestamp = {Wed, 20 Jun 2018 18:54:06 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/emnlp/DingZLD14},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ding2016knowledge-driven,
	author    = {{\relax Xiao Ding} and
	{\relax Yue Zhang} and
	{\relax Ting Liu} and
	{\relax Junwen Duan}},
	title     = {Knowledge-Driven Event Embedding for Stock Prediction},
	booktitle = {{COLING} 2016, 26th International Conference on Computational Linguistics,
	Proceedings of the Conference: Technical Papers, December 11-16, 2016,
	Osaka, Japan},
	pages     = {2133--2142},
	year      = {2016},
	url       = {http://aclweb.org/anthology/C/C16/C16-1201.pdf},
	timestamp = {Wed, 20 Jun 2018 18:54:06 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/coling/DingZLD16},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{pontiki2014semeval-2014,
	author    = {Maria Pontiki and
	Dimitris Galanis and
	John Pavlopoulos and
	Harris Papageorgiou and
	Ion Androutsopoulos and
	Suresh Manandhar},
	title     = {SemEval-2014 Task 4: Aspect Based Sentiment Analysis},
	booktitle = {Proceedings of the 8th International Workshop on Semantic Evaluation,
	SemEval@COLING 2014, Dublin, Ireland, August 23-24, 2014.},
	pages     = {27--35},
	year      = {2014},
	url       = {http://aclweb.org/anthology/S/S14/S14-2004.pdf},
	timestamp = {Tue, 04 Oct 2016 10:40:16 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/semeval/PontikiGPPAM14},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{wang2016attention-based,
	author    = {{\relax Yequan Wang} and
	{\relax Minlie Huang} and
	{\relax Xiaoyan Zhu} and
	{\relax Li Zhao}},
	title     = {Attention-based {LSTM} for Aspect-level Sentiment Classification},
	booktitle = {Proceedings of the 2016 Conference on Empirical Methods in Natural
	Language Processing, {EMNLP} 2016, Austin, Texas, USA, November 1-4,
	2016},
	pages     = {606--615},
	year      = {2016},
	url       = {http://aclweb.org/anthology/D/D16/D16-1058.pdf},
	timestamp = {Fri, 04 Nov 2016 14:45:31 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/emnlp/WangHZZ16},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{ma2017interactive,
	author    = {{\relax Dehong Ma} and
	{\relax Sujian Li} and
	{\relax Xiaodong Zhang} and
	{\relax Houfeng Wang}},
	title     = {Interactive Attention Networks for Aspect-Level Sentiment Classification},
	booktitle = {Proceedings of the Twenty-Sixth International Joint Conference on
	Artificial Intelligence, {IJCAI} 2017, Melbourne, Australia, August
	19-25, 2017},
	pages     = {4068--4074},
	year      = {2017},
	url       = {https://doi.org/10.24963/ijcai.2017/568},
	doi       = {10.24963/ijcai.2017/568},
	timestamp = {Wed, 27 Jun 2018 12:24:11 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/ijcai/MaLZW17},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{xue2018aspect,
	author    = {{\relax Wei Xue} and
	{\relax Tao Li}},
	title     = {Aspect Based Sentiment Analysis with Gated Convolutional Networks},
	booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational
	Linguistics, {ACL} 2018, Melbourne, Australia, July 15-20, 2018, Volume
	1: Long Papers},
	pages     = {2514--2523},
	year      = {2018},
	url       = {https://aclanthology.info/papers/P18-1234/p18-1234},
	timestamp = {Wed, 12 Dec 2018 16:44:59 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/acl/LiX18},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{chong2017deep,
	author    = {Eunsuk Chong and
	Chulwoo Han and
	Frank C. Park},
	title     = {Deep learning networks for stock market analysis and prediction: Methodology,
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	journal   = {Expert Syst. Appl.},
	volume    = {83},
	pages     = {187--205},
	year      = {2017},
	url       = {https://doi.org/10.1016/j.eswa.2017.04.030},
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	timestamp = {Mon, 26 Jun 2017 16:34:55 +0200},
	biburl    = {https://dblp.org/rec/bib/journals/eswa/ChongHP17},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@article{fama1970efficient,
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@inproceedings{dong2014adaptive,
	author    = {{\relax Li Dong} and
	{\relax Furu Wei} and
	{\relax Chuanqi Tan} and
	{\relax Duyu Tang} and
	{\relax Ming Zhou} and
	{\relax Ke Xu}},
	title     = {Adaptive Recursive Neural Network for Target-dependent Twitter Sentiment
	Classification},
	booktitle = {Proceedings of the 52nd Annual Meeting of the Association for Computational
	Linguistics, {ACL} 2014, June 22-27, 2014, Baltimore, MD, USA, Volume
	2: Short Papers},
	pages     = {49--54},
	year      = {2014},
	url       = {http://aclweb.org/anthology/P/P14/P14-2009.pdf},
	timestamp = {Wed, 04 Jul 2018 17:50:31 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/acl/DongWTTZX14},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{radinsky2012learning,
	author    = {Kira Radinsky and
	Sagie Davidovich and
	Shaul Markovitch},
	title     = {Learning causality for news events prediction},
	booktitle = {Proceedings of the 21st World Wide Web Conference 2012, {WWW} 2012,
	Lyon, France, April 16-20, 2012},
	pages     = {909--918},
	year      = {2012},
	url       = {https://doi.org/10.1145/2187836.2187958},
	doi       = {10.1145/2187836.2187958},
	timestamp = {Tue, 06 Nov 2018 16:57:09 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/www/RadinskyDM12},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@article{duchi2011adaptive,
	author    = {John C. Duchi and
	Elad Hazan and
	Yoram Singer},
	title     = {Adaptive Subgradient Methods for Online Learning and Stochastic Optimization},
	journal   = {Journal of Machine Learning Research},
	volume    = {12},
	pages     = {2121--2159},
	year      = {2011},
	url       = {http://dl.acm.org/citation.cfm?id=2021068},
	timestamp = {Sat, 21 Jan 2012 17:47:24 +0100},
	biburl    = {https://dblp.org/rec/bib/journals/jmlr/DuchiHS11},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{liu2017attention,
	author    = {{\relax Yue Zhang} and
	{\relax Jiangming Liu}},
	title     = {Attention Modeling for Targeted Sentiment},
	booktitle = {Proceedings of the 15th Conference of the European Chapter of the
	Association for Computational Linguistics, {EACL} 2017, Valencia,
	Spain, April 3-7, 2017, Volume 2: Short Papers},
	pages     = {572--577},
	year      = {2017},
	url       = {https://aclanthology.info/papers/E17-2091/e17-2091},
	timestamp = {Wed, 17 Jan 2018 15:46:16 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/eacl/ZhangL17},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{Tang2016Aspect,
	author    = {{\relax Duyu Tang} and
	{\relax Bing Qin} and
	{\relax Ting Liu}},
	title     = {Aspect Level Sentiment Classification with Deep Memory Network},
	booktitle = {Proceedings of the 2016 Conference on Empirical Methods in Natural
	Language Processing, {EMNLP} 2016, Austin, Texas, USA, November 1-4,
	2016},
	pages     = {214--224},
	year      = {2016},
	url       = {http://aclweb.org/anthology/D/D16/D16-1021.pdf},
	timestamp = {Mon, 18 Jun 2018 17:28:00 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/emnlp/TangQL16},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{Weston2014Memory,
	author    = {Jason Weston and
	Sumit Chopra and
	Antoine Bordes},
	title     = {Memory Networks},
	booktitle = {3rd International Conference on Learning Representations, {ICLR} 2015,
	San Diego, CA, USA, May 7-9, 2015, Conference Track Proceedings},
	year      = {2015},
	url       = {http://arxiv.org/abs/1410.3916},
	timestamp = {Fri, 29 Mar 2019 10:36:36 +0100},
	biburl    = {https://dblp.org/rec/bib/journals/corr/WestonCB14},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{Sukhbaatar2015End,
	author    = {Sainbayar Sukhbaatar and
	Arthur Szlam and
	Jason Weston and
	Rob Fergus},
	title     = {End-To-End Memory Networks},
	booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
	on Neural Information Processing Systems 2015, December 7-12, 2015,
	Montreal, Quebec, Canada},
	pages     = {2440--2448},
	year      = {2015},
	url       = {http://papers.nips.cc/paper/5846-end-to-end-memory-networks},
	timestamp = {Fri, 08 Apr 2016 19:32:52 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/nips/SukhbaatarSWF15},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{Al2017Deep,
	author    = {Mohammad Al{-}Smadi and
	Omar Qawasmeh and
	Mahmoud Al{-}Ayyoub and
	Yaser Jararweh and
	Brij Gupta},
	title     = {Deep Recurrent neural network vs. support vector machine for aspect-based
	sentiment analysis of Arabic hotels' reviews},
	journal   = {J. Comput. Science},
	volume    = {27},
	pages     = {386--393},
	year      = {2018},
	url       = {https://doi.org/10.1016/j.jocs.2017.11.006},
	doi       = {10.1016/j.jocs.2017.11.006},
	timestamp = {Sat, 04 Aug 2018 15:15:33 +0200},
	biburl    = {https://dblp.org/rec/bib/journals/jocs/Al-SmadiQAJG18},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{Xin2018Transformation,
	author    = {{\relax Xin Li} and
	{\relax Lidong Bing} and
	{\relax Wai Lam} and
	{\relax Bei Shi}},
	title     = {Transformation Networks for Target-Oriented Sentiment Classification},
	booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational
	Linguistics, {ACL} 2018, Melbourne, Australia, July 15-20, 2018, Volume
	1: Long Papers},
	pages     = {946--956},
	year      = {2018},
	url       = {https://aclanthology.info/papers/P18-1087/p18-1087},
	timestamp = {Wed, 12 Dec 2018 16:44:59 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/acl/LamLSB18},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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	author    = {Theresa Wilson and
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	Jason Kessler and
	Janyce Wiebe and
	Yejin Choi and
	Claire Cardie and
	Ellen Riloff and
	Siddharth Patwardhan},
	title     = {OpinionFinder: {A} System for Subjectivity Analysis},
	booktitle = {{HLT/EMNLP} 2005, Human Language Technology Conference and Conference
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	pages     = {34--35},
	year      = {2005},
	url       = {http://aclweb.org/anthology/H/H05/H05-2018.pdf},
	timestamp = {Mon, 19 Dec 2016 14:37:15 +0100},
	biburl    = {https://dblp.org/rec/bib/conf/naacl/WilsonHSKWCCRP05},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@article{radford2018improving,
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@inproceedings{Tang2015Effective,
	author    = {{\relax Duyu Tang} and
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	{\relax Xiaocheng Feng} and
	{\relax Ting Liu}},
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	booktitle = {{COLING} 2016, 26th International Conference on Computational Linguistics,
	Proceedings of the Conference: Technical Papers, December 11-16, 2016,
	Osaka, Japan},
	pages     = {3298--3307},
	year      = {2016},
	url       = {http://aclweb.org/anthology/C/C16/C16-1311.pdf},
	timestamp = {Mon, 18 Jun 2018 17:28:00 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/coling/TangQFL16},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{kiritchenko2014nrc-canada-2014,
	author    = {Svetlana Kiritchenko and
	{\relax Xiaodan Zhu} and
	Colin Cherry and
	Saif Mohammad},
	title     = {NRC-Canada-2014: Detecting Aspects and Sentiment in Customer Reviews},
	booktitle = {Proceedings of the 8th International Workshop on Semantic Evaluation,
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	pages     = {437--442},
	year      = {2014},
	url       = {http://aclweb.org/anthology/S/S14/S14-2076.pdf},
	timestamp = {Tue, 04 Oct 2016 10:40:16 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/semeval/KiritchenkoZCM14},
	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{pennington2014glove,
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	Richard Socher and
	Christopher D. Manning},
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	Language Processing, {EMNLP} 2014, October 25-29, 2014, Doha, Qatar,
	{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
	pages     = {1532--1543},
	year      = {2014},
	url       = {http://aclweb.org/anthology/D/D14/D14-1162.pdf},
	timestamp = {Sat, 15 Nov 2014 14:45:18 +0100},
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	url       = {http://arxiv.org/abs/1412.6980},
	timestamp = {Fri, 29 Mar 2019 10:36:36 +0100},
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	author    = {{\relax Yukun Zhu} and
	Ryan Kiros and
	Richard S. Zemel and
	Ruslan Salakhutdinov and
	Raquel Urtasun and
	Antonio Torralba and
	Sanja Fidler},
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	booktitle = {2015 {IEEE} International Conference on Computer Vision, {ICCV} 2015,
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	pages     = {19--27},
	year      = {2015},
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	timestamp = {Thu, 13 Jul 2017 11:49:39 +0200},
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	bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{krizhevsky2012imagenet,
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	Geoffrey E. Hinton},
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	author    = {Nal Kalchbrenner and
	Edward Grefenstette and
	Phil Blunsom},
	title     = {A Convolutional Neural Network for Modelling Sentences},
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	pages     = {655--665},
	year      = {2014},
	url       = {http://aclweb.org/anthology/P/P14/P14-1062.pdf},
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@article{cho2014learning,
	author    = {Kyunghyun Cho and
	Bart van Merrienboer and
	{\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
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	Holger Schwenk and
	Yoshua Bengio},
	title     = {Learning Phrase Representations using {RNN} Encoder-Decoder for Statistical
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	year      = {2014},
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	author    = {Yoon Kim},
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	{A} meeting of SIGDAT, a Special Interest Group of the {ACL}},
	pages     = {1746--1751},
	year      = {2014},
	url       = {http://aclweb.org/anthology/D/D14/D14-1181.pdf},
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@incollection{NIPS2017_7181,
	title = {Attention is All you Need},
	author = {Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, \L ukasz and Polosukhin, Illia},
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	editor = {I. Guyon and U. V. Luxburg and S. Bengio and H. Wallach and R. Fergus and S. Vishwanathan and R. Garnett},
	pages = {5998--6008},
	year = {2017},
	publisher = {Curran Associates, Inc.},
	url = {http://papers.nips.cc/paper/7181-attention-is-all-you-need.pdf}
}
@inproceedings{chollet2017xception,
	author    = {Fran{\c{c}}ois Chollet},
	title     = {Xception: Deep Learning with Depthwise Separable Convolutions},
	booktitle = {2017 {IEEE} Conference on Computer Vision and Pattern Recognition,
	{CVPR} 2017, Honolulu, HI, USA, July 21-26, 2017},
	pages     = {1800--1807},
	year      = {2017},
	url       = {https://doi.org/10.1109/CVPR.2017.195},
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@inproceedings{kaiser2017depthwise,
	author    = {Lukasz Kaiser and
	Aidan N. Gomez and
	Fran{\c{c}}ois Chollet},
	title     = {Depthwise Separable Convolutions for Neural Machine Translation},
	booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
	Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
	year      = {2018},
	url       = {https://openreview.net/forum?id=S1jBcueAb},
	timestamp = {Thu, 04 Apr 2019 13:20:09 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/iclr/KaiserGC18},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-04805,
	author    = {Jacob Devlin and
	{\relax Ming{-}Wei Chang} and
	Kenton Lee and
	Kristina Toutanova},
	title     = {{BERT:} Pre-training of Deep Bidirectional Transformers for Language
	Understanding},
	journal   = {CoRR},
	volume    = {abs/1810.04805},
	year      = {2018},
	url       = {http://arxiv.org/abs/1810.04805},
	archivePrefix = {arXiv},
	eprint    = {1810.04805},
	timestamp = {Tue, 30 Oct 2018 20:39:56 +0100},
	biburl    = {https://dblp.org/rec/bib/journals/corr/abs-1810-04805},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/PetersNIGCLZ18,
	author    = {Matthew E. Peters and
	Mark Neumann and
	Mohit Iyyer and
	Matt Gardner and
	Christopher Clark and
	Kenton Lee and
	Luke Zettlemoyer},
	title     = {Deep Contextualized Word Representations},
	booktitle = {Proceedings of the 2018 Conference of the North American Chapter of
	the Association for Computational Linguistics: Human Language Technologies,
	{NAACL-HLT} 2018, New Orleans, Louisiana, USA, June 1-6, 2018, Volume
	1 (Long Papers)},
	pages     = {2227--2237},
	year      = {2018},
	url       = {https://aclanthology.info/papers/N18-1202/n18-1202},
	timestamp = {Wed, 30 May 2018 15:04:59 +0200},
	biburl    = {https://dblp.org/rec/bib/conf/naacl/PetersNIGCLZ18},
	bibsource = {dblp computer science bibliography, https://dblp.org}
}